Data Inclusion Criteria:

  • US users
  • using Expendia.com
  • not from mobile site
  • not from a package research
  • searching for a domestic hotel
  • hotel is branded
  • hotel has a star rating above 4
  • check-in date from June 1st, 2015 to Augest 31st, 2015
  • check-out date from June 1st, 2015 to Augest 31st, 2015

Map showing the per mil of number of bookings per population in different states of US.

A heat map comparing distance_band and hist_price_band with regard to the number of bookings.